{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3e1407f7",
   "metadata": {},
   "outputs": [
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "{'securityId': '7yMCsTkSJjgDl-S1u-zK0mOTnOu9e-pyqalxJh-QeFRdvWuJLVM9ew5tEtN9D_f08ujEfjdz9aZU5TERvt-0BMX2z3CZiutm0OkSLGccfJuqR_zSb48~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210819/f0b224b4844fc197a5e18574c997776b4deee7b0925f535f08d0355070d40992_s.png', 'bossCert': 3, 'encryptBossId': '197bc39438be16d91Xx60t-5Flc~', 'bossName': '罗女士', 'bossTitle': '人事经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '09cb500231481b3e1nB809-0FltZ', 'expectId': 0, 'jobName': '广告策划', 'lid': '3Yiq93ylasJ.search.294', 'salaryDesc': '3-6K', 'jobLabels': ['经验不限', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['AE', 'Premiere', 'PhotoShop', 'MAYA', '网络广告', '新媒体广告', '媒体广告', '4A广告公司'], 'jobExperience': '经验不限', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '南昌', 'areaDistrict': '青山湖区', 'businessDistrict': '高新', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 294, 'city': 101240100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680767793000, 'encryptBrandId': '3676837a1c68e1d61nZ63d64F1c~', 'brandName': '众灿集团', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/banner/5bbf1649d7131ce8c5dcc3dcc71a2a16cfcd208495d565ef66e7dff9f98764da.jpg', 'brandStageName': '未融资', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '1000-9999人', 'welfareList': ['年终奖', '包吃', '节日福利', '补充医疗保险', '全勤奖', '员工旅游', '零食下午茶', '带薪年假'], 'industry': 100101, 'contact': False, 'job_require': ''}\n",
      "{'securityId': 'CNVLDrhe6wz7T-I1UYKKIi1MJqBYf9NfSDyanL5QDi6qjL5ItvwkTNzuZ1iqiI4Tcl6P9-xXjukl6I06XxiEEl9y3nHCKai8yIK-YIeF7n24HY4l', 'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_7.png', 'bossCert': 3, 'encryptBossId': 'df5531723d33c6d73nJz3dm7ElE~', 'bossName': '王先生', 'bossTitle': '人事行政', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '97d422403436a51633Ry3ty9EFQ~', 'expectId': 0, 'jobName': '创意设计总监', 'lid': '3Yiq93ylasJ.search.295', 'salaryDesc': '8-13K', 'jobLabels': ['5-10年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['平面设计', '广告设计', '视觉设计', '展陈设计', '动画设计', '插画设计', '原画设计'], 'jobExperience': '5-10年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '盐城', 'areaDistrict': '盐都区', 'businessDistrict': '世纪大道', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 295, 'city': 101190700, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1694996161000, 'encryptBrandId': 'e51c1aaaaf4fce820Hdy2t-9FA~~', 'brandName': '盐城画你文创', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '未融资', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '100-499人', 'welfareList': ['节日福利', '员工旅游', '团建聚餐', '保底工资', '工龄奖', '定期体检', '带薪年假', '全勤奖', '绩效奖金', '交通补助', '生日福利', '零食下午茶', '五险一金', '加班补助'], 'industry': 100101, 'contact': False, 'job_require': ''}\n",
      "{'securityId': 'sKzdUuyesNKcR-m1AgH_WLFd1Ph1i1yKlPI5miqXrNFbu31BUfYaAP1KNPVD79XltjMrjGfThQ0m5dGsKnNO1RhgyKZqe5qdR7fqPkaysJ-hd1gg6Bg11SbdElCSD0dhvoiaqUGnLr2SHktGy8b5B8w~', 'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_13.png', 'bossCert': 3, 'encryptBossId': 'fe7b5faa44d1a2b00HZ92d69E1E~', 'bossName': '江先生', 'bossTitle': '总监', 'goldHunter': 0, 'bossOnline': True, 'encryptJobId': 'd6ae9f479ec2f6bb1XZ42N28GFpQ', 'expectId': 0, 'jobName': '广告创意总监', 'lid': '3Yiq93ylasJ.search.296', 'salaryDesc': '20-35K', 'jobLabels': ['5-10年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['4A广告公司', '媒体广告', '户外广告'], 'jobExperience': '5-10年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '上海', 'areaDistrict': '闵行区', 'businessDistrict': '莘庄', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 296, 'city': 101020100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1699240619000, 'encryptBrandId': 'c17380b31eca3c8a1nJ70tq4ElE~', 'brandName': '鸿纳文化发', 'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png', 'brandStageName': '', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '20-99人', 'welfareList': [], 'industry': 100101, 'contact': False, 'job_require': ''}\n",
      "{'securityId': 'y8SsE4CCiislw-a1HPcbN__as_9FwTYifWNaFguPzru7WrxSuXOxCesyRI0RtgCiuzl3P0w4D_SUnBzg9ZaEgADOXdN4kyeHhd1a2KRoJ2yI2abbEQ~~', 'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_9.png', 'bossCert': 3, 'encryptBossId': 'd40685cc9cdc2bd00HV-29-1FVs~', 'bossName': '张女士', 'bossTitle': '策划总监', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '1abc500a707c769c1Xx92NS7FlVW', 'expectId': 0, 'jobName': '影视策划', 'lid': '3Yiq93ylasJ.search.297', 'salaryDesc': '9-14K', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['宣传片', '短视频', '广告片', '广告媒介代理商/服务商'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '深圳', 'areaDistrict': '龙岗区', 'businessDistrict': '坂田', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 297, 'city': 101280600, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1690243861000, 'encryptBrandId': '2cdbc75657e4d6451XZ42t67Fw~~', 'brandName': '信新智本', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20190215/6d707c6598e8693954ee5d8a2beab93d07247035f54c02dbfa7be5a8a3a6fa8e.png', 'brandStageName': '未融资', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '20-99人', 'welfareList': ['零食下午茶', '年终奖', '带薪年假', '五险一金', '节日福利', '员工旅游'], 'industry': 100101, 'contact': False, 'job_require': ''}\n",
      "{'securityId': 'zHyyG5cArXu6k-z1nW1-GdC7spgdyd95o0UDJAPBBRhW3gzpYTqL68RAAPvzpDL2OPEc3s1GeZueHFEgjEaCVxk0QUvtX-wGeKot7XViVsymzZX_7rE~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230119/607f1f3d68754fd01320f57db9d3134dc6eb4683b098572298b509668d2478b33a630dd47381d317_s.jpg', 'bossCert': 3, 'encryptBossId': 'd3700334f5cf83fa0nR809q0E1JZ', 'bossName': '史先生', 'bossTitle': '首席设计官', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': 'b62cfd980d036d5f1XR_3N66GFpQ', 'expectId': 0, 'jobName': '资深平面设计师', 'lid': '3Yiq93ylasJ.search.298', 'salaryDesc': '12-20K·13薪', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['书籍装帧设计', 'PS', 'AE', '简约风格', 'AI', '品牌设计', '包装设计', 'VI设计', '标志设计', '视觉设计', '欧美风格', '广告/设计公司', '文创设计', '中国风格', '企业/自有品牌'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '杭州', 'areaDistrict': '滨江区', 'businessDistrict': '滨江区政府', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 298, 'city': 101210100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1702686892000, 'encryptBrandId': '9e107036cc5d076903Fy3N2-Ew~~', 'brandName': '棕喜文化', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20220121/7b5b554d84f9729ccde3e45d68c1b65b378aaee78aaa51e898b509668d2478b33a630dd47381d317.jpg', 'brandStageName': '不需要融资', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '20-99人', 'welfareList': ['绩效奖金', '零食下午茶', '团建聚餐', '员工旅游', '节日福利', '年终奖', '底薪加提成', '生日福利', '保底工资', '五险一金', '带薪年假'], 'industry': 100101, 'contact': False, 'job_require': ''}\n",
      "{'securityId': 'KhtPhkYpdyQ0o-v1Wdptog2ajrJ5NdL5Wdk5CjJeQbL8e2u2MKbLOdzCxVvdLMjAqnlInk27__Bt0UdbPbjH3hbnsl0DNcy-QBw45o8ooTWagcbmpQ~~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230922/607f1f3d68754fd09f0e6f1d0ded65682f17656b5b9e64fdb2359763f5ed798d8a1aae783cb56852_s.jpg.webp', 'bossCert': 3, 'encryptBossId': '58a03544adbcb3a20H1539q9GVc~', 'bossName': '叶女士', 'bossTitle': 'HRM', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '11d951ef3eb53ff91HR73NW9F1FX', 'expectId': 0, 'jobName': '策划经理', 'lid': '3Yiq93ylasJ.search.299', 'salaryDesc': '14-18K·13薪', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['线上', '4A广告公司经验', '策划经理经验', '线上活动'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '海珠区', 'businessDistrict': '琶洲', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 299, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1702967173000, 'encryptBrandId': '4bbfb43b3aa5db8a1X192d-6FA~~', 'brandName': '索伦信息', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20190314/52347b19d2222e095ff4c4608babdec1a6e08ec912a248753351c57eb066abda.png', 'brandStageName': '未融资', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '100-499人', 'welfareList': ['底薪加提成', '年终奖', '员工旅游', '夜班补助', '加班补助', '交通补助', '零食下午茶', '五险一金', '法定节假日三薪', '保底工资', '绩效奖金', '定期体检', '节日福利', '带薪年假'], 'industry': 100101, 'contact': False, 'job_require': ''}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'securityId': 'MQ4g8wfq7jMkq-61SheVhNoLOBi7Nf6GZqEKBSjJEPh93fwFvhPH6cn-vhwh-a9Hw1JEEou2KX2R8oE9XsCRoxinbqQsXZ_OBzg3C0c9Kyso5OaWfA~~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200610/f51fe3a033c9030b297ebaad317d439ed78f23fddc13ae2fcc2c94547275a6a6_s.jpg', 'bossCert': 3, 'encryptBossId': 'b92062ba1b4861e31nV43Nq8GVdT', 'bossName': '金先生', 'bossTitle': '总经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '0007b13fdde8118933Z43t69FlA~', 'expectId': 0, 'jobName': '广告文案', 'lid': '3Yiq93ylasJ.search.300', 'salaryDesc': '5-7K·13薪', 'jobLabels': ['1-3年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['文案撰写', '新媒体文案', '广告文案', '活动文案', '品牌策划', '文案策划', '内容采编', '文字审校'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '苏州', 'areaDistrict': '昆山市', 'businessDistrict': '玉山', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 300, 'city': 101190400, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1685497705000, 'encryptBrandId': '46ab9c3353728bbf33Ny3Nu7FA~~', 'brandName': '九哲设计', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '20-99人', 'welfareList': ['生日福利', '零食下午茶', '定期体检', '加班补助', '工龄奖', '年终奖', '全勤奖', '节假日加班费', '节日福利', '包吃', '补充医疗保险', '通讯补贴', '餐补', '住房补贴', '绩效奖金', '团建聚餐', '交通补助', '法定节假日三薪', '有无线网', '五险一金'], 'industry': 100101, 'contact': False, 'job_require': ''}\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'NoneType' object is not iterable",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[34], line 57\u001b[0m\n\u001b[0;32m     55\u001b[0m response \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(url\u001b[38;5;241m=\u001b[39murl, headers\u001b[38;5;241m=\u001b[39mheaders, params\u001b[38;5;241m=\u001b[39mparams)\n\u001b[0;32m     56\u001b[0m job_data_list  \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39mjson()\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mzpData\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjobList\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m---> 57\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m job_data \u001b[38;5;129;01min\u001b[39;00m job_data_list:\n\u001b[0;32m     58\u001b[0m     encryptJobId \u001b[38;5;241m=\u001b[39m job_data\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mencryptJobId\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     59\u001b[0m     job_url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://www.zhipin.com/job_detail/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mencryptJobId\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.html\u001b[39m\u001b[38;5;124m\"\u001b[39m\n",
      "\u001b[1;31mTypeError\u001b[0m: 'NoneType' object is not iterable"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from lxml import etree\n",
    "import pandas\n",
    "import time\n",
    "\n",
    "# 运行不了就更新，重新验证，不用登录！\n",
    "cookie = \"lastCity=101280100; __g=-; boss_login_mode=wechat; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1701423527,1701427552,1703073505,1703417688; __l=l=%2Fwww.zhipin.com%2Fguangzhou%2F%3Fka%3Dheader-home&r=&g=&s=3&friend_source=0&s=3&friend_source=0; __fid=31caad3d2edba14e8c6bfcb86c32f780; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1703420261; __zp_stoken__=cdcffMTrDksKxY8K%2BNyMNCwQMBTYhOjo4IjIxLjA6NTE6MjwzMTo6GjEhw6jCssKXGsKyVsOZIDosOjJJOjFIMjo3HDo%2BxLDCsTA7LcOmwrrClBrCsVbDgV%2FCusOJDcOEwroNw4fCsQ3CpcKxBSjCuissCsK7MTpJSVHCvDrCtwHCvDHCtBnCtDHCtzoxSTEnPlwEVwc%2BMUZAXAxPWkFSUkMHWFhDL0k2OzHCn3vDsSU%2FBg4GBgUBGQEBChgAGAEKBg4GBgUYABgYAyIywqnCscK6w57CvMKFw7TEkMKQwrrDsULCnsKWw7FKwrRbwq1Gwp7CtsKuRsKBwqfCr8K%2FRFvCr0vCuHPCqFlGZEBNUsKxX3dCZcKzZsK%2BbmJBBFNaV1Y%2BGcO8wrU%3D\"\n",
    "\n",
    "city_list = [\n",
    "    \"101010100\", # 北京\n",
    "    \"101020100\", # 上海\n",
    "    \"101280100\", # 广州\n",
    "    \"101280600\", # 深圳\n",
    "]\n",
    "\n",
    "job_list = [\n",
    "    '4A广告公司', '广告策划', '广告文案', '行销策划类广告人才'\n",
    "]\n",
    "\n",
    "job_item_list = []\n",
    "\n",
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json\"\n",
    "\n",
    "params = {\n",
    "    \"scene\": \"1\",\n",
    "    \"query\": \"\",\n",
    "    \"city\": \"101010100\",\n",
    "    \"degree\": \"203,204,205\",  # 设置学历，203为本科，204为硕士，205为博士\n",
    "    \"industry\": \"100101\",  # 定义公司行业为广告\n",
    "    \"page\": \"11\",\n",
    "    \"pageSize\": \"100\",\n",
    "}\n",
    "\n",
    "headers = {\n",
    "    'Host': 'www.zhipin.com',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'sec-ch-ua': '\"Chromium\";v=\"116\", \"Not)A;Brand\";v=\"24\", \"Google Chrome\";v=\"116\"',\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/116.0.0.0 Safari/537.36',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cookie': cookie\n",
    "}\n",
    "\n",
    "for city in city_list:\n",
    "    for job in job_list:\n",
    "        params.update({\n",
    "            \"query\": job,\n",
    "            \"city\": city\n",
    "        })\n",
    "        response = requests.get(url=url, headers=headers, params=params)\n",
    "        job_data_list  = response.json().get('zpData').get('jobList')\n",
    "        for job_data in job_data_list:\n",
    "            encryptJobId = job_data.get('encryptJobId')\n",
    "            job_url = f\"https://www.zhipin.com/job_detail/{encryptJobId}.html\"\n",
    "            job_response = requests.get(job_url,headers=headers)\n",
    "            html_xpath = etree.HTML(job_response.text)\n",
    "            job_require = \"\\n\".join(html_xpath.xpath('//div[@class=\"job-sec-text\"]/text()')).strip()\n",
    "            job_item = job_data\n",
    "            job_item['job_require'] = job_require\n",
    "            print(job_item)\n",
    "            job_item_list.append(job_item)\n",
    "            time.sleep(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5718ab97",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pandas.DataFrame(job_item_list)\n",
    "df.to_excel(\"boss4.xlsx\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "2d8fb5de",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>securityId</th>\n",
       "      <th>bossAvatar</th>\n",
       "      <th>bossCert</th>\n",
       "      <th>encryptBossId</th>\n",
       "      <th>bossName</th>\n",
       "      <th>bossTitle</th>\n",
       "      <th>goldHunter</th>\n",
       "      <th>bossOnline</th>\n",
       "      <th>encryptJobId</th>\n",
       "      <th>expectId</th>\n",
       "      <th>...</th>\n",
       "      <th>encryptBrandId</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandLogo</th>\n",
       "      <th>brandStageName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>welfareList</th>\n",
       "      <th>industry</th>\n",
       "      <th>contact</th>\n",
       "      <th>job_require</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2AfidKn2CoykY-a146tsJlND0y7gnNYs_zSSIzYFTkhSJl...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>07fa7cb71f82211603V72Ny-E1Q~</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>秘书</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>dd1cbdae91eef01f1XV52tq0FFZT</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>a11feb4e8e8c04c21XR_2N66GFY~</td>\n",
       "      <td>北京大广赛文化传播</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>['加班补助', '节日福利', '年终奖', '五险一金', '带薪年假']</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55_9wr13ksSKS-O1skLkIJrZ82nAEEKSyT6sK2bhpS0QwI...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>cebb4c7a4cb5a3fb0nZ52tq9FldY</td>\n",
       "      <td>马先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>4bafb8cbc0daadbd1nd609y1EVpX</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7e4476f87dbf59cc1nBz2NS4EVU~</td>\n",
       "      <td>腾飞</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>['五险一金', '年终奖', '带薪年假', '节日福利', '交通补助', '餐补', ...</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>l71WL85CnOdFb-j1vDjrjxEYMdJVuvftyyEJix2jmlySnX...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>67c13b97463452171Xxz2dq8F1E~</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>b6aa50ec69f6c2751XN_2Ny-FVZZ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>917aa709c0fa5a171nN839y4FVA~</td>\n",
       "      <td>辉芒广告</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>['五险一金', '年终奖', '带薪年假']</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UsJxPYBo32xIF-A1eL_KseemyUHCrD8-u33XhxVqa5ZDP0...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>73c2f7837147e0320XZ90t-8EVA~</td>\n",
       "      <td>张先生</td>\n",
       "      <td>经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>a040e2a5670b00e20HZ83dq_Fls~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7dfa046aeb3118fb03B92tW4Ew~~</td>\n",
       "      <td>宇之行广告</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>['五险一金', '加班补助', '年终奖', '员工旅游', '包吃', '节日福利']</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cJDtz1b4rTjjF-d1ivTJktHz9pfQCCuLZJkyMEx6H_Kyx3...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n",
       "      <td>3</td>\n",
       "      <td>de03120fb0def1d11nVy3d6_FFc~</td>\n",
       "      <td>王先生</td>\n",
       "      <td>VM</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>e9539820ffb937801XV-2t-8FldZ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>101061411c7362fb1XRz2du5FA~~</td>\n",
       "      <td>好卖广告策划</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>['节日福利', '五险一金', '带薪年假', '零食下午茶', '员工旅游', '交通补...</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>sKzdUuyesNKcR-m1AgH_WLFd1Ph1i1yKlPI5miqXrNFbu3...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>fe7b5faa44d1a2b00HZ92d69E1E~</td>\n",
       "      <td>江先生</td>\n",
       "      <td>总监</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>d6ae9f479ec2f6bb1XZ42N28GFpQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>c17380b31eca3c8a1nJ70tq4ElE~</td>\n",
       "      <td>鸿纳文化发</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>y8SsE4CCiislw-a1HPcbN__as_9FwTYifWNaFguPzru7Wr...</td>\n",
       "      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n",
       "      <td>3</td>\n",
       "      <td>d40685cc9cdc2bd00HV-29-1FVs~</td>\n",
       "      <td>张女士</td>\n",
       "      <td>策划总监</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1abc500a707c769c1Xx92NS7FlVW</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2cdbc75657e4d6451XZ42t67Fw~~</td>\n",
       "      <td>信新智本</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>['零食下午茶', '年终奖', '带薪年假', '五险一金', '节日福利', '员工旅游']</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>zHyyG5cArXu6k-z1nW1-GdC7spgdyd95o0UDJAPBBRhW3g...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>d3700334f5cf83fa0nR809q0E1JZ</td>\n",
       "      <td>史先生</td>\n",
       "      <td>首席设计官</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>b62cfd980d036d5f1XR_3N66GFpQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>9e107036cc5d076903Fy3N2-Ew~~</td>\n",
       "      <td>棕喜文化</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>['绩效奖金', '零食下午茶', '团建聚餐', '员工旅游', '节日福利', '年终奖...</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>KhtPhkYpdyQ0o-v1Wdptog2ajrJ5NdL5Wdk5CjJeQbL8e2...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>58a03544adbcb3a20H1539q9GVc~</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>11d951ef3eb53ff91HR73NW9F1FX</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4bbfb43b3aa5db8a1X192d-6FA~~</td>\n",
       "      <td>索伦信息</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>['底薪加提成', '年终奖', '员工旅游', '夜班补助', '加班补助', '交通补助...</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>MQ4g8wfq7jMkq-61SheVhNoLOBi7Nf6GZqEKBSjJEPh93f...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>b92062ba1b4861e31nV43Nq8GVdT</td>\n",
       "      <td>金先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0007b13fdde8118933Z43t69FlA~</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>46ab9c3353728bbf33Ny3Nu7FA~~</td>\n",
       "      <td>九哲设计</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>['生日福利', '零食下午茶', '定期体检', '加班补助', '工龄奖', '年终奖'...</td>\n",
       "      <td>100101</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            securityId  \\\n",
       "0    2AfidKn2CoykY-a146tsJlND0y7gnNYs_zSSIzYFTkhSJl...   \n",
       "1    55_9wr13ksSKS-O1skLkIJrZ82nAEEKSyT6sK2bhpS0QwI...   \n",
       "2    l71WL85CnOdFb-j1vDjrjxEYMdJVuvftyyEJix2jmlySnX...   \n",
       "3    UsJxPYBo32xIF-A1eL_KseemyUHCrD8-u33XhxVqa5ZDP0...   \n",
       "4    cJDtz1b4rTjjF-d1ivTJktHz9pfQCCuLZJkyMEx6H_Kyx3...   \n",
       "..                                                 ...   \n",
       "115  sKzdUuyesNKcR-m1AgH_WLFd1Ph1i1yKlPI5miqXrNFbu3...   \n",
       "116  y8SsE4CCiislw-a1HPcbN__as_9FwTYifWNaFguPzru7Wr...   \n",
       "117  zHyyG5cArXu6k-z1nW1-GdC7spgdyd95o0UDJAPBBRhW3g...   \n",
       "118  KhtPhkYpdyQ0o-v1Wdptog2ajrJ5NdL5Wdk5CjJeQbL8e2...   \n",
       "119  MQ4g8wfq7jMkq-61SheVhNoLOBi7Nf6GZqEKBSjJEPh93f...   \n",
       "\n",
       "                                            bossAvatar  bossCert  \\\n",
       "0    https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "1    https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "2    https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "3    https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "4    https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "..                                                 ...       ...   \n",
       "115  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "116  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "117  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "118  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "119  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "\n",
       "                    encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0    07fa7cb71f82211603V72Ny-E1Q~      郑女士        秘书           0       False   \n",
       "1    cebb4c7a4cb5a3fb0nZ52tq9FldY      马先生        HR           0       False   \n",
       "2    67c13b97463452171Xxz2dq8F1E~      张先生       招聘者           0       False   \n",
       "3    73c2f7837147e0320XZ90t-8EVA~      张先生        经理           0       False   \n",
       "4    de03120fb0def1d11nVy3d6_FFc~      王先生        VM           0       False   \n",
       "..                            ...      ...       ...         ...         ...   \n",
       "115  fe7b5faa44d1a2b00HZ92d69E1E~      江先生        总监           0        True   \n",
       "116  d40685cc9cdc2bd00HV-29-1FVs~      张女士      策划总监           0       False   \n",
       "117  d3700334f5cf83fa0nR809q0E1JZ      史先生     首席设计官           0       False   \n",
       "118  58a03544adbcb3a20H1539q9GVc~      叶女士       HRM           0       False   \n",
       "119  b92062ba1b4861e31nV43Nq8GVdT      金先生       总经理           0       False   \n",
       "\n",
       "                     encryptJobId  expectId  ...  \\\n",
       "0    dd1cbdae91eef01f1XV52tq0FFZT         0  ...   \n",
       "1    4bafb8cbc0daadbd1nd609y1EVpX         0  ...   \n",
       "2    b6aa50ec69f6c2751XN_2Ny-FVZZ         0  ...   \n",
       "3    a040e2a5670b00e20HZ83dq_Fls~         0  ...   \n",
       "4    e9539820ffb937801XV-2t-8FldZ         0  ...   \n",
       "..                            ...       ...  ...   \n",
       "115  d6ae9f479ec2f6bb1XZ42N28GFpQ         0  ...   \n",
       "116  1abc500a707c769c1Xx92NS7FlVW         0  ...   \n",
       "117  b62cfd980d036d5f1XR_3N66GFpQ         0  ...   \n",
       "118  11d951ef3eb53ff91HR73NW9F1FX         0  ...   \n",
       "119  0007b13fdde8118933Z43t69FlA~         0  ...   \n",
       "\n",
       "                   encryptBrandId  brandName  \\\n",
       "0    a11feb4e8e8c04c21XR_2N66GFY~  北京大广赛文化传播   \n",
       "1    7e4476f87dbf59cc1nBz2NS4EVU~         腾飞   \n",
       "2    917aa709c0fa5a171nN839y4FVA~       辉芒广告   \n",
       "3    7dfa046aeb3118fb03B92tW4Ew~~      宇之行广告   \n",
       "4    101061411c7362fb1XRz2du5FA~~     好卖广告策划   \n",
       "..                            ...        ...   \n",
       "115  c17380b31eca3c8a1nJ70tq4ElE~      鸿纳文化发   \n",
       "116  2cdbc75657e4d6451XZ42t67Fw~~       信新智本   \n",
       "117  9e107036cc5d076903Fy3N2-Ew~~       棕喜文化   \n",
       "118  4bbfb43b3aa5db8a1X192d-6FA~~       索伦信息   \n",
       "119  46ab9c3353728bbf33Ny3Nu7FA~~       九哲设计   \n",
       "\n",
       "                                             brandLogo brandStageName  \\\n",
       "0    https://img.bosszhipin.com/beijin/icon/894ce6f...            NaN   \n",
       "1    https://img.bosszhipin.com/beijin/upload/com/l...            未融资   \n",
       "2    https://img.bosszhipin.com/beijin/upload/com/l...            NaN   \n",
       "3    https://img.bosszhipin.com/beijin/upload/com/l...          不需要融资   \n",
       "4    https://img.bosszhipin.com/beijin/upload/com/l...            未融资   \n",
       "..                                                 ...            ...   \n",
       "115  https://img.bosszhipin.com/beijin/app/mobile/n...            NaN   \n",
       "116  https://img.bosszhipin.com/beijin/mcs/chatphot...            未融资   \n",
       "117  https://img.bosszhipin.com/beijin/upload/com/l...          不需要融资   \n",
       "118  https://img.bosszhipin.com/beijin/mcs/chatphot...            未融资   \n",
       "119  https://img.bosszhipin.com/beijin/icon/894ce6f...            NaN   \n",
       "\n",
       "     brandIndustry  brandScaleName  \\\n",
       "0         广告/公关/会展           0-20人   \n",
       "1         广告/公关/会展          20-99人   \n",
       "2         广告/公关/会展           0-20人   \n",
       "3         广告/公关/会展          20-99人   \n",
       "4         广告/公关/会展          20-99人   \n",
       "..             ...             ...   \n",
       "115       广告/公关/会展          20-99人   \n",
       "116       广告/公关/会展          20-99人   \n",
       "117       广告/公关/会展          20-99人   \n",
       "118       广告/公关/会展        100-499人   \n",
       "119       广告/公关/会展          20-99人   \n",
       "\n",
       "                                           welfareList industry  contact  \\\n",
       "0              ['加班补助', '节日福利', '年终奖', '五险一金', '带薪年假']   100101    False   \n",
       "1    ['五险一金', '年终奖', '带薪年假', '节日福利', '交通补助', '餐补', ...   100101    False   \n",
       "2                              ['五险一金', '年终奖', '带薪年假']   100101    False   \n",
       "3        ['五险一金', '加班补助', '年终奖', '员工旅游', '包吃', '节日福利']   100101    False   \n",
       "4    ['节日福利', '五险一金', '带薪年假', '零食下午茶', '员工旅游', '交通补...   100101    False   \n",
       "..                                                 ...      ...      ...   \n",
       "115                                                 []   100101    False   \n",
       "116   ['零食下午茶', '年终奖', '带薪年假', '五险一金', '节日福利', '员工旅游']   100101    False   \n",
       "117  ['绩效奖金', '零食下午茶', '团建聚餐', '员工旅游', '节日福利', '年终奖...   100101    False   \n",
       "118  ['底薪加提成', '年终奖', '员工旅游', '夜班补助', '加班补助', '交通补助...   100101    False   \n",
       "119  ['生日福利', '零食下午茶', '定期体检', '加班补助', '工龄奖', '年终奖'...   100101    False   \n",
       "\n",
       "     job_require  \n",
       "0            NaN  \n",
       "1            NaN  \n",
       "2            NaN  \n",
       "3            NaN  \n",
       "4            NaN  \n",
       "..           ...  \n",
       "115          NaN  \n",
       "116          NaN  \n",
       "117          NaN  \n",
       "118          NaN  \n",
       "119          NaN  \n",
       "\n",
       "[120 rows x 47 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('boss.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "fed02e7e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 120 entries, 0 to 119\n",
      "Data columns (total 47 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   securityId        120 non-null    object \n",
      " 1   bossAvatar        120 non-null    object \n",
      " 2   bossCert          120 non-null    int64  \n",
      " 3   encryptBossId     120 non-null    object \n",
      " 4   bossName          120 non-null    object \n",
      " 5   bossTitle         120 non-null    object \n",
      " 6   goldHunter        120 non-null    int64  \n",
      " 7   bossOnline        120 non-null    bool   \n",
      " 8   encryptJobId      120 non-null    object \n",
      " 9   expectId          120 non-null    int64  \n",
      " 10  jobName           120 non-null    object \n",
      " 11  lid               120 non-null    object \n",
      " 12  salaryDesc        120 non-null    object \n",
      " 13  jobLabels         120 non-null    object \n",
      " 14  jobValidStatus    120 non-null    int64  \n",
      " 15  iconWord          0 non-null      float64\n",
      " 16  skills            120 non-null    object \n",
      " 17  jobExperience     120 non-null    object \n",
      " 18  daysPerWeekDesc   0 non-null      float64\n",
      " 19  leastMonthDesc    0 non-null      float64\n",
      " 20  jobDegree         120 non-null    object \n",
      " 21  cityName          120 non-null    object \n",
      " 22  areaDistrict      114 non-null    object \n",
      " 23  businessDistrict  113 non-null    object \n",
      " 24  jobType           120 non-null    int64  \n",
      " 25  proxyJob          120 non-null    int64  \n",
      " 26  proxyType         120 non-null    int64  \n",
      " 27  anonymous         120 non-null    int64  \n",
      " 28  outland           120 non-null    int64  \n",
      " 29  optimal           120 non-null    int64  \n",
      " 30  iconFlagList      120 non-null    object \n",
      " 31  itemId            120 non-null    int64  \n",
      " 32  city              120 non-null    int64  \n",
      " 33  isShield          120 non-null    int64  \n",
      " 34  atsDirectPost     120 non-null    bool   \n",
      " 35  gps               0 non-null      float64\n",
      " 36  lastModifyTime    120 non-null    int64  \n",
      " 37  encryptBrandId    120 non-null    object \n",
      " 38  brandName         120 non-null    object \n",
      " 39  brandLogo         120 non-null    object \n",
      " 40  brandStageName    84 non-null     object \n",
      " 41  brandIndustry     120 non-null    object \n",
      " 42  brandScaleName    120 non-null    object \n",
      " 43  welfareList       120 non-null    object \n",
      " 44  industry          120 non-null    int64  \n",
      " 45  contact           120 non-null    bool   \n",
      " 46  job_require       0 non-null      float64\n",
      "dtypes: bool(3), float64(5), int64(15), object(24)\n",
      "memory usage: 41.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b2daa61e",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'job.title'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3802\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3801\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3802\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3803\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\index.pyx:138\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\index.pyx:165\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5745\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5753\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'job.title'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[39], line 5\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpyecharts\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcharts\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m WordCloud,Grid\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpyecharts\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mglobals\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m SymbolType\n\u001b[1;32m----> 5\u001b[0m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjob.title\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m      6\u001b[0m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjob.title\u001b[39m\u001b[38;5;124m'\u001b[39m][   df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjob.title\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mstr\u001b[38;5;241m.\u001b[39mcontains(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m（\u001b[39m\u001b[38;5;124m'\u001b[39m)   ]\u001b[38;5;241m.\u001b[39mstr\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m（\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x:x[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m      7\u001b[0m df_job_title \u001b[38;5;241m=\u001b[39m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjob.title\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x:x\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m（\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m(\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;241m0\u001b[39m])\u001b[38;5;241m.\u001b[39mvalue_counts()\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:3807\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3805\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m   3806\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3807\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m   3808\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m   3809\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3804\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3802\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3803\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m-> 3804\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m   3805\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m   3806\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m   3807\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m   3808\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n\u001b[0;32m   3809\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
      "\u001b[1;31mKeyError\u001b[0m: 'job.title'"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud,Grid\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "df['job.title']\n",
    "df['job.title'][   df['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])\n",
    "df_job_title = df['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title\n",
    "df_job_title.index.tolist()\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words\n",
    "worlds = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"岗位名称词云图\"))\n",
    "    \n",
    ")\n",
    "worlds.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c15be9f8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e95b33e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f758274e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  }
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